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README.md
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<h2 id="data-splits" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">📊 Data Splits</h2>
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- Validation Split: contains 15,411 scenes.
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- Test Split: contains 15,411 scenes.
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Each split is generated using **completely distinct 3D meshes, and backgrounds** to ensure that models cannot overfit to shared geometry or scene layout across splits. No scene is repeated between splits, and objects, lighting, and environment setups are independent for each split.
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This design guarantees that training, validation, and test sets are fully separated in terms of visual content and scene composition, providing a robust benchmark for generalization and physical reasoning tasks.
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</div>
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- `filter_cases.py`: parses the case-to-repository assignment file and exports selected cases to JSON.
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- `download.py`: downloads the selected case zip files from the corresponding Hugging Face shard repositories.
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The `filter_cases.py` script supports selection by:
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- Split: `train`, `val`, `test`
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- Activity complexity: `single`, `double`, `triple`
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- Physical phenomenon abbreviation: `MovingHitsFixed`, `FrictionStop`, `LiquidTension`, ..., `GranularFall`
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- Number of cases: globally sample `num` cases after filtering
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<h3 id="download-scripts" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 24px;">1. Download Scripts</h3>
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Export a JSON file containing case information matching your filter criteria, for use in subsequent download scripts. The
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</div>
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<h2 id="data-splits" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">📊 Data Splits</h2>
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<div style="margin-left: 24px;">
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<p style="text-align: justify;">
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PhysInOne is divided into <strong>Train, Val, and Test</strong> splits, containing 122,988, 15,411, and 15,411 scenes, respectively. The three splits are generated with <strong>completely distinct 3D meshes and backgrounds</strong>, ensuring that no scene or visual content is shared across splits. This separation provides a robust benchmark for evaluating generalization and physical reasoning.
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</p>
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</div>
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- `filter_cases.py`: parses the case-to-repository assignment file and exports selected cases to JSON.
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- `download.py`: downloads the selected case zip files from the corresponding Hugging Face shard repositories.
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</div>
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<h3 id="download-scripts" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 24px;">1. Download Scripts</h3>
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<div style="margin-left: 40px;">
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Export a JSON file containing case information matching your filter criteria, for use in subsequent download scripts. The `filter_cases.py` script supports selection by:
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- Split: `train`, `val`, `test`
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- Activity complexity: `single`, `double`, `triple`
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- Physical phenomenon abbreviation: `MovingHitsFixed`, `FrictionStop`, `LiquidTension`, ..., `GranularFall`
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- Number of cases: globally sample `num` cases after filtering
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The following examples show common filtering workflows.
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</div>
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